Publikationer pr. år
Publikationer pr. år
Hong Xu, Shunli Wang, Chuangshi Qi, Huan Li, Long Zhou, Daniel Ioan Stroe, Kailong Liu, Lili Xia, Peng Yu, Weihao Shi, Weikang Ji, Wenhua Xu, Xianyong Xiao
Publikation: Bidrag til bog/antologi/rapport/konference proceeding › Bidrag til bog/antologi › Forskning › peer review
Precise lithium-ion battery state-of-charge (SOC) is crucial for the battery measurement and control system. Therefore this chapter explores the lithium-ion battery SOC measurement and control model applied to the “Internet +” platform based on the previous analysis of lithium-ion operating characteristics. The traditional linearized Kalman filter is applied to lithium-ion batteries with strong nonlinearity, wherein the accuracy and versatility are found to be insufficient. The neural network algorithm directly starts from the external characteristics of the battery and does not need to consider the internal reaction mechanism. The mapping relationship between the external characteristic parameters of the battery and SOC can be obtained through data training. Therefore the SOC estimation method based on the neural network is the best solution.
Originalsprog | Engelsk |
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Titel | State Estimation Strategies in Lithium-ion Battery Management Systems |
Redaktører | Shunli Wang, Kailong Liu, Yujie Wang, Daniel-Ioan Stroe, Carlos Fernandez, Josep M. Guerrero |
Antal sider | 32 |
Forlag | Elsevier |
Publikationsdato | 2023 |
Sider | 141-172 |
Kapitel | 8 |
ISBN (Trykt) | 978-0-443-16160-5 |
DOI | |
Status | Udgivet - 2023 |
Publikation: Bog/antologi/afhandling/rapport › Bog › Forskning › peer review